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https://github.com/jung-geun/PSO.git
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jung-geun
813433000a
Migrate the package and examples to the tensor-native PyTorch implementation, add benchmark evidence, and add the guarded post-training convergence protocol with TensorBoard progress monitoring and hash-verified recovery. Constraint: Preserve one-shot official-test sealing and auditable research artifacts Rejected: Commit local .omc runs and downloaded datasets | multi-gigabyte runtime state is machine-local Confidence: high Scope-risk: broad Not-tested: Production CUDA run on pieroot-server
37 lines
5.8 KiB
CSV
37 lines
5.8 KiB
CSV
dataset,method,n_particles,epochs,n_seeds,eval_acc_mean,eval_acc_std,eval_acc_median,eval_acc_iqr,eval_acc_ci95,eval_loss_mean,eval_loss_std,eval_loss_median,eval_loss_iqr,eval_loss_ci95,eval_mse_mean,eval_mse_std,train_acc_mean,train_loss_mean,runtime_seconds_mean,runtime_seconds_std,rank_acc,rank_loss
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Digits,adaptive_moment,24,50,5,0.267778,0.018279,0.272222,0.002778,0.022695,2.108837,0.023357,2.10196,0.039265,0.029001,0.084021,0.001996,0.2718,2.086962,2.499448,0.161274,3,4
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Digits,bare_bones,24,50,5,0.19,0.056266,0.155556,0.1,0.069863,2.250203,0.084448,2.251535,0.020136,0.104855,0.088622,0.003141,0.2,2.230929,2.564876,0.124195,6,6
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Digits,clpso,24,50,5,0.207778,0.050629,0.213889,0.05,0.062863,2.204543,0.023215,2.210108,0.008743,0.028825,0.087396,0.001398,0.223,2.176502,2.519316,0.326734,5,5
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Digits,constriction,24,50,5,0.372778,0.017938,0.380556,0.025,0.022272,1.765113,0.057309,1.760801,0.0677,0.071157,0.074815,0.001608,0.382,1.720719,2.330013,0.148841,1,1
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Digits,fips,24,50,5,0.249444,0.06147,0.263889,0.069444,0.076324,2.064165,0.091569,2.064055,0.108705,0.113696,0.084041,0.002578,0.2662,2.056891,2.621102,0.126036,4,3
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Digits,inertia,24,50,5,0.303333,0.061658,0.305556,0.088889,0.076557,1.980667,0.14307,1.956439,0.144242,0.177642,0.080715,0.004026,0.297,2.014632,2.006851,0.09822,2,2
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Digits,original,24,50,5,0.164444,0.022343,0.158333,0.036111,0.027743,2.269628,0.025331,2.255083,0.030712,0.031453,0.089494,0.000451,0.1798,2.266102,2.272324,0.113557,7,7
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Iris,adaptive_moment,24,60,5,0.846667,0.076739,0.866667,0.133333,0.095283,0.349701,0.178108,0.334009,0.15044,0.221147,0.071416,0.035403,0.89,0.294127,1.392557,0.004708,4,4
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Iris,bare_bones,24,60,5,0.846667,0.055777,0.833333,0.066667,0.069256,0.405791,0.172336,0.367909,0.160981,0.21398,0.072802,0.025814,0.885,0.30248,1.66449,0.144454,5,5
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Iris,clpso,24,60,5,0.793333,0.076012,0.766667,0.066667,0.094379,0.44827,0.053877,0.474597,0.049216,0.066896,0.091464,0.016877,0.78,0.462534,1.86465,0.145025,6,6
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Iris,constriction,24,60,5,0.94,0.036515,0.966667,0.066667,0.045338,0.171796,0.076965,0.148386,0.105914,0.095563,0.033793,0.017284,0.991667,0.032715,1.4309,0.079265,2,2
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Iris,fips,24,60,5,0.74,0.054772,0.733333,0.033333,0.068008,0.60501,0.060601,0.625894,0.064748,0.075245,0.117407,0.008091,0.766667,0.595101,2.072251,0.154361,7,7
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Iris,inertia,24,60,5,0.94,0.027889,0.933333,0.033333,0.034628,0.106901,0.053063,0.108104,0.053939,0.065885,0.024266,0.011903,0.983333,0.040899,1.569569,0.121148,1,1
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Iris,original,24,60,5,0.92,0.086923,0.966667,0.033333,0.107927,0.222324,0.155767,0.192657,0.065706,0.193407,0.043721,0.035081,0.966667,0.08742,1.502316,0.042929,3,3
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MNIST,adaptive_moment,30,80,5,0.262,0.01044,0.269,0.014,0.012963,2.219058,0.104724,2.175837,0.105964,0.13003,0.087089,0.001349,0.2678,2.184856,3.547601,0.614982,4,4
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MNIST,bare_bones,30,80,5,0.4126,0.037958,0.408,0.057,0.04713,1.965562,0.175909,1.989087,0.298842,0.218416,0.077204,0.004802,0.4408,1.8435,3.435835,0.303983,3,3
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MNIST,clpso,30,80,5,0.2068,0.022775,0.2,0.019,0.028278,2.285833,0.068177,2.307686,0.037065,0.084651,0.089514,0.00163,0.2342,2.199232,3.536445,0.226486,6,6
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MNIST,constriction,30,80,5,0.52,0.046244,0.528,0.047,0.057418,1.507968,0.149152,1.509533,0.108216,0.185194,0.063327,0.005427,0.5968,1.284408,3.298112,0.589527,1,1
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MNIST,fips,30,80,5,0.2106,0.048066,0.229,0.04,0.05968,2.22323,0.073048,2.176908,0.130584,0.0907,0.088006,0.001556,0.2302,2.177675,3.806571,0.141017,5,5
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MNIST,inertia,30,80,5,0.4684,0.075252,0.497,0.108,0.093436,1.716089,0.260764,1.620183,0.331954,0.323776,0.070705,0.008553,0.552,1.44457,3.048485,0.155303,2,2
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MNIST,original,30,80,5,0.144,0.016628,0.143,0.026,0.020646,2.428194,0.091877,2.415645,0.154207,0.114079,0.093035,0.001872,0.1563,2.385448,3.490117,0.862784,7,7
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Seeds,adaptive_moment,24,60,5,0.890476,0.046413,0.904762,0.047619,0.057629,0.315947,0.120895,0.278367,0.077865,0.150108,0.053174,0.012296,0.917857,0.225176,1.407326,0.041435,2,1
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Seeds,bare_bones,24,60,5,0.871429,0.068595,0.857143,0.095238,0.08517,0.42192,0.120052,0.439151,0.13714,0.149062,0.069299,0.016028,0.882143,0.348336,1.54165,0.018779,6,5
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Seeds,clpso,24,60,5,0.857143,0.029161,0.857143,0.023809,0.036207,0.469817,0.073254,0.510473,0.12722,0.090955,0.0841,0.011752,0.892857,0.369897,1.537528,0.018265,7,6
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Seeds,constriction,24,60,5,0.890476,0.091597,0.880952,0.095238,0.113731,0.35142,0.3882,0.252366,0.243302,0.482006,0.056642,0.052203,0.960714,0.100819,1.36371,0.053261,3,3
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Seeds,fips,24,60,5,0.885714,0.035315,0.880952,0.02381,0.043849,0.383732,0.103951,0.392303,0.094168,0.12907,0.067541,0.016554,0.9,0.336734,1.815592,0.045394,4,4
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Seeds,inertia,24,60,5,0.914286,0.052164,0.928571,0.023809,0.064769,0.331656,0.342636,0.202104,0.068956,0.425432,0.048999,0.036322,0.963095,0.103132,1.318196,0.015319,1,2
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Seeds,original,24,60,5,0.87619,0.042592,0.880952,0.071429,0.052884,0.49224,0.433653,0.324954,0.104917,0.538443,0.065762,0.028096,0.916667,0.246239,1.385803,0.082957,5,7
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XOR,adaptive_moment,24,80,5,1.0,0.0,1.0,0.0,0.0,0.190431,0.178122,0.197448,0.188515,0.221164,0.04504,0.056878,1.0,0.190431,1.785274,0.092073,5,5
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XOR,bare_bones,24,80,5,1.0,0.0,1.0,0.0,0.0,0.0821,0.056963,0.081613,0.055056,0.070728,0.010907,0.010338,1.0,0.0821,2.031221,0.13707,4,4
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XOR,clpso,24,80,5,0.6,0.136931,0.5,0.25,0.170019,0.548166,0.031946,0.55628,0.024237,0.039666,0.183052,0.012602,0.6,0.548166,2.295572,0.260868,7,7
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XOR,constriction,24,80,5,1.0,0.0,1.0,0.0,0.0,0.004086,0.002357,0.005281,0.001585,0.002927,3.2e-05,1.9e-05,1.0,0.004086,1.987776,0.182034,1,1
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XOR,fips,24,80,5,0.75,0.25,0.75,0.5,0.310411,0.546355,0.059307,0.568609,0.092147,0.073638,0.178887,0.029466,0.75,0.546355,2.502509,0.055447,6,6
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XOR,inertia,24,80,5,1.0,0.0,1.0,0.0,0.0,0.004431,0.003308,0.003801,0.001559,0.004108,3.6e-05,3.1e-05,1.0,0.004431,1.969097,0.170892,2,2
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XOR,original,24,80,5,1.0,0.0,1.0,0.0,0.0,0.004558,0.002672,0.004584,0.001454,0.003318,4.2e-05,2.8e-05,1.0,0.004558,1.905231,0.246635,3,3
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